The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Nov. 04, 2025

Filed:

Dec. 29, 2022
Applicant:

Dell Products L.p., Round Rock, TX (US);

Inventors:

Ofir Ezrielev, Be'er Sheva, IL;

Amihai Savir, Newton, MA (US);

Tomer Kushnir, Omer, IL;

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01); G06N 3/096 (2023.01);
U.S. Cl.
CPC ...
G06F 21/55 (2013.01); G06N 3/096 (2023.01);
Abstract

Methods and systems for managing artificial intelligence (AI) models are disclosed. To manage AI models, AI models may be updated over time to obtain updated AI model instances. Following each update process, the updated instance of the AI model may be analyzed to determine whether poisoned training data was used to update the AI model. To perform the analysis, characteristics associated with the updated instance of the AI model may be compared to characteristics of the previous instance of the AI model. If the characteristics of the updated instance of the AI model differ from the characteristics of the previous instance of the AI model by an amount dictated by a threshold, the training data used to obtain the updated instance of the AI model may be treated as including poisoned training data.


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